Reverse Engineering of Deceptions on Machine- and Human-Centric Attacks - Couverture souple

Yao, Yuguang; Asnani, Vishal; Liu, Jiancheng; Liu, Xiaoming; Guo, Xiao; Gong, Yifan; Lin, Xue; Liu, Sijia

 
9781638283409: Reverse Engineering of Deceptions on Machine- and Human-Centric Attacks
Couverture souple
ISBN 10 : 1638283400 ISBN 13 : 9781638283409
Editeur : now publishers Inc, 2024

Synopsis

This monograph presents a comprehensive exploration of Reverse Engineering of Deceptions (RED) in the field of adversarial machine learning. It delves into the intricacies of machine and human-centric attacks, providing a holistic understanding of how adversarial strategies can be reverse-engineered to safeguard AI systems.

For machine-centric attacks, reverse engineering methods for pixel-level perturbations are covered, as well as adversarial saliency maps and victim model information in adversarial examples. In the realm of human-centric attacks, the focus shifts to generative model information inference and manipulation localization from generated images.

In this work, a forward-looking perspective on the challenges and opportunities associated with RED are presented. In addition, foundational and practical insights in the realms of AI security and trustworthy computer vision are provided.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
now publishers Inc
Date d'édition
2024
Langue
anglais
ISBN 10 
1638283400
ISBN 13 
9781638283409
Reliure
Broché
Nombre de pages
112
Coordonnées du fabricant
non disponible
Personne responsable
non disponible